Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 93.461 | northcindermcp · ai-agents | NorthCinder is an MCP server that enables AI agents to compare products against a brief, rank them with explanations, and support approved checkout… | 1,219 stars · 8 forks | No one-command install · Source | |
| 2 | 89.252 | boldcommerce-magento2mcp · ai-agents | Connects Claude to Magento 2 e-commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural… | 59 stars · 25 forks | No one-command install · Source | |
| 3 | 84.859 | mcp-cn-commercemcp · ai-agents | A suite of MCP servers that give AI agents read-only access to Chinese e-commerce platform business data, including advertising, orders, products, and… | 44 stars · 9 forks | No one-command install · Source | |
| 4 | 83.427 | kaprukamcp · ai-agents | Connect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform. | 21 stars · 15 forks | No one-command install · Source | |
| 5 | 76.076 | martparve-selvermcp · ai-agents | MCP server enabling Claude to shop at the Estonian grocery retailer Selver.ee with product search, smart cart building, and browser integration. | 19 stars · 5 forks | No one-command install · Source | |
| 6 | 72.722 | freento-mcp-server-for-magento-2mcp · ai-agents | Freento MCP is a native Magento 2 extension that implements the Model Context Protocol (MCP) — an open standard for connecting AI assistants to… | 15 stars · 4 forks | No one-command install · Source | |
| 7 | 70.795 | zaxymcp · ai-agents | Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the source of truth, an embedded temporal knowledge graph for… | 17 stars · 2 forks | No one-command install · Source | |
| 8 | 70.204 | vivaldo-product-discoverymcp · ai-agents | Public read-only MCP server for Vivaldo.shop, a European online store for MacBook cases, iPad cases, laptop sleeves, keyboard covers, screen… | 7,716 installs | No commit datelisted | No one-command install · Source |
| 9 | 69.750 | overleaf-claude-mcpmcp · ai-agents | An MCP server that lets Claude read, write, and push Overleaf LaTeX projects from the chat, with token-efficient features like sparse checkout and… | 13 stars · 3 forks | No one-command install · Source | |
| 10 | 65.138 | precariat365-smart-customer-supportmcp · ai-agents | Automates e-commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed | 7 stars · 5 forks | No one-command install · Source | |
| 11 | 64.883 | shopify-partner-agentmcp · ai-agents | Free, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts… | 13 stars · 1 fork | No one-command install · Source | |
| 12 | 62.046 | fireball1725-pcexpress-mcp-servermcp · ai-agents | Control your grocery cart with AI! This MCP server enables LLMs (like Claude) to search past orders, find products, and manage your shopping cart… | 8 stars · 2 forks | No one-command install · Source | |
| 13 | 51.401 | pepestomcp · ai-agents | Converts recipes into matched shopping carts with live prices across 27 European supermarkets via AI agents. | 7 stars | No one-command install · Source | |
| 14 | 48.479 | ecommerce-store-mcpmcp · ai-agents | Enables intelligent ecommerce tools for agents and applications, including product catalog access, product addition, and shopping policies. | 1 star · 3 forks | No one-command install · Source | |
| 15 | 44.256 | rafegal-vitra-ai-multi-agentmcp · ai-agents | Multi-agent customer service system for health and wellness retail that coordinates specialized agents for general customer service, sales… | 3 stars · 1 fork | No one-command install · Source | |
| 16 | 38.412 | agent-abilities-for-mcpmcp · ai-agents | A free WordPress plugin that turns your site into a governed MCP server, exposing 153 curated WordPress abilities (posts, media, users, WooCommerce… | 3 stars | No one-command install · Source | |
| 17 | 38.066 | mcp-server-woocommercemcp · ai-agents | MCP server for managing WooCommerce stores through AI assistants like Claude. Provides 101 tools covering products, orders, customers, coupons… | 2 stars · 1 fork | No one-command install · Source | |
| 18 | 32.223 | tsetmc-history-mcpmcp · ai-agents | Provides access to Iranian stock market historical data (price/trade and retail/institutional) via BrsApi, with tools, prompts, and resources for… | 2 stars | No one-command install · Source | |
| 19 | 23.374 | intern-mcpmcp · ai-agents | Local stdio MCP server for working on Intern-hosted sites through guarded Git checkouts. It enables authentication, site preparation, testing… | 1 fork | No one-command install · Source | |
| 19 | 23.374 | bedrock-agent-core-operations-hub-mcpmcp · ai-agents | An autonomous AI operations hub for enterprise e-commerce that uses a decentralized MCP mesh and LLM-as-Judge consensus to detect and self-heal… | 1 fork | No one-command install · Source | |
| 21 | 22.557 | korea-ecommerce-integrated-channel-mcpmcp · ai-agents | Enables AI agents to manage products across multiple Korean e-commerce platforms (Naver SmartStore, Coupang, 11st, Gmarket) including listing… | 1 star | No one-command install · Source | |
| 21 | 22.557 | semantic-product-search-mcpmcp · ai-agents | Exposes product catalog and semantic search as tools for an LLM agent, enabling natural language product recommendations based on intent rather than… | 1 star | No one-command install · Source | |
| 21 | 22.557 | shopify-ai-ops-agentmcp · ai-agents | MCP server that enables autonomous ecommerce operations on Shopify, including product analytics, Meta Ads, communications, and trend intelligence… | 1 star | No one-command install · Source | |
| 24 | Unranked | biznetai-mcp-servermcp · ai-agents | A hosted MCP server that routes natural-language shopping queries to independent merchant storefronts, returning normalized product and merchant… | No signals yet | No one-command install · Source | |
| 25 | Unranked | baumarkt-mcpmcp · ai-agents | MCP server that lets an LLM search and compare prices across four German hardware-store retailers (Hornbach, BAUHAUS, Globus, OBI), with store pickup… | No signals yet | No one-command install · Source | |
| 26 | Unranked | ecommerce-insight-mcpmcp · ai-agents | An MCP server that scrapes e-commerce product and category pages into structured JSON, enabling Claude to build presentations, market analyses, and… | No signals yet | No one-command install · Source | |
| 27 | Unranked | cross-shopmcp · ai-agents | Batch-first MCP server for product search, product detail, and anonymous shipping quotes across public storefronts and marketplaces, exposing search… | No signals yet | No one-command install · Source | |
| 28 | Unranked | vibe-wpmcp · ai-agents | Universal MCP server for WordPress & WooCommerce, enabling AI agents to execute PHP, extract product attributes, and manage 38 builders/plugins with a… | No signals yet | No one-command install · Source | |
| 29 | Unranked | smart-retail-mcpmcp · ai-agents | MCP server that provides predictive inventory analysis tools to AI agents, including current stock, sales velocity, and replenishment alerts. | No signals yet | No one-command install · Source | |
| 30 | Unranked | quickerspot-mcpmcp · ai-agents | Official Model Context Protocol (MCP) Server for QuickerSpot — AI-powered commercial radio and retail sound automation. Connect your AI Assistants… | No signals yet | No one-command install · Source | |
| 31 | Unranked | janus-kinematic-drivemcp · ai-agents | Gives your agent a private Kinematic Drive: a deterministic memory engine for sub-millisecond exact recall over code and docs with no hallucination… | No signals yet | No one-command install · Source | |
| 32 | Unranked | agentreadymcp · ai-agents | MCP server for auditing e-commerce stores' AI agent readiness, providing deterministic scores, blockers, and fixes. Enables agents to call… | No signals yet | No one-command install · Source | |
| 33 | Unranked | catalog-intelligence-agentmcp · ai-agents | MCP server for autonomous catalog enrichment, turning raw ERP data into storefront-ready product listings with SEO titles, descriptions, images… | No signals yet | No one-command install · Source | |
| 34 | Unranked | gempack-shopmcp · ai-agents | MCP server for a demo Nintendo Switch game shop. Enables agents to list/search games, manage the cart, and perform demo checkout while sharing state… | No signals yet | No one-command install · Source | |
| 35 | Unranked | whats-inherited-mcpmcp · ai-agents | Enumerates everything in a code checkout addressed to an AI agent, including instruction files, hook commands, declared MCP servers, and… | No signals yet | No one-command install · Source | |
| 36 | Unranked | mcp-server-sharepointmcp · ai-agents | MCP server that enables AI agents to read, edit, and manage SharePoint documents with proper checkout, check-in, version history, and audit trails. | No signals yet | No one-command install · Source | |
| 37 | Unranked | shopify-global-catalog-mcp-adaptermcp · ai-agents | This MCP server bridges XiaoYi to Shopify's catalog search by translating SSE requests to Streamable HTTP and providing the required UCP agent… | No signals yet | No one-command install · Source | |
| 38 | Unranked | ecommerce-mcpmcp · ai-agents | MCP server for commerce-operations self-service. Lets an AI agent look up order details and search orders without needing developer or SQL access. | No signals yet | No one-command install · Source | |
| 39 | Unranked | ecom-mcpmcp · ai-agents | An MCP server for e-commerce operations that enables AI agents to investigate stuck orders, surface fulfillment anomalies, and create escalation… | No signals yet | No one-command install · Source | |
| 40 | Unranked | radar-de-riesgo-de-devoluci-nmcp · ai-agents | MCP server for e-commerce return risk analysis, providing tools to calculate customer risk profiles, compare segments, and identify risk factors, with… | No signals yet | No one-command install · Source | |
| 41 | Unranked | agentinbox-mcpmcp · ai-agents | Enables AI agents to manage a customer-support inbox with guardrails, including replying safely, handling escalations, and leveraging upsell… | No signals yet | No one-command install · Source | |
| 42 | Unranked | agente-ecommerce-mcp-memoriamcp · ai-agents | An MCP server that exposes a LangChain agent with short-term memory to analyze real e-commerce data through predefined SQL tools, enabling natural… | No signals yet | No one-command install · Source | |
| 43 | Unranked | on-demand-booksmcp · ai-agents | Find personalized puzzle books by first name from a 100,000+ title Shopify catalog. Perfect gift-finding tool for any AI agent. | No signals yet | No one-command install · Source | |
| 44 | Unranked | vitaflow-shopify-mcpmcp · ai-agents | MCP server for VitaFlow. Connects ChatGPT to Shopify product data for product management, category cleanup, and tax setup. | No signals yet | No one-command install · Source | |
| 45 | Unranked | retail-analytics-agentmcp · ai-agents | An MCP server that combines SQL and RAG tools into a reasoning agent for answering retail analytics questions using natural language. | No signals yet | No one-command install · Source | |
| 46 | Unranked | retail-order-sync-hubmcp · ai-agents | MCP server enabling AI agents to trace and resolve order synchronization incidents between an ERP (Odoo) and multiple marketplaces. | No signals yet | No one-command install · Source | |
| 47 | Unranked | shopify-editions-spring-26-mcpmcp · ai-agents | Query 237 features from Shopify's Spring '26 Edition with per-claim trust ratings (primary docs vs. marketing) through any AI agent — local or hosted. | No signals yet | No one-command install · Source | |
| 48 | Unranked | merchant-mcpmcp · ai-agents | A universal MCP server that provides a single merchant interface for AI agents across multiple protocols, enabling catalog browsing, checkout… | No signals yet | No one-command install · Source | |
| 49 | Unranked | striderlabs-mcp-chipotlemcp · ai-agents | MCP server for Chipotle — let AI agents find locations, browse menus, build custom orders, and checkout for pickup or delivery. | No signals yet | No one-command install · Source | |
| 50 | Unranked | marketplace-mcpmcp · ai-agents | Run a Shopstr / NOSTR marketplace storefront from an AI agent — create and update stalls and products in both the NIP-15 dialect and the… | No signals yet | No one-command install · Source | |
| 51 | Unranked | agentstorefront-mcpmcp · ai-agents | Enables AI agents to discover, subscribe to, and call paid agent services from the AgentStorefront marketplace directly within MCP-aware clients like… | No signals yet | No one-command install · Source | |
| 52 | Unranked | universal-cart-merchant-gatemcp · ai-agents | A hosted remote MCP server for assessing merchant readiness in Universal Cart, offering tools to check readiness, classify checkout blockers, explain… | No signals yet | No one-command install · Source | |
| 53 | Unranked | estroni-storefront-mcpmcp · ai-agents | Read-only MCP server for the Estroni online store, allowing AI agents to search products, fetch product details, list collections, and retrieve… | No signals yet | No one-command install · Source | |
| 54 | Unranked | merch-connectormcp · ai-agents | An MCP server that gives AI agents eyes on any e-commerce storefront, enabling scraping, analysis, and comparison through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 55 | Unranked | buywhere-mcpmcp · ai-agents | MCP server for the BuyWhere product catalog. Lets Claude Desktop, Cursor, Windsurf, and other MCP-compatible agents search and retrieve products… | No signals yet | No one-command install · Source | |
| 56 | Unranked | adminagentmcp · ai-agents | AI-powered Shopify Admin via Claude + MCP, enabling full store management through conversation including products, collections, analytics, and bulk… | No signals yet | No one-command install · Source | |
| 57 | Unranked | azure-cost-mcpmcp · ai-agents | An MCP server that gives Claude live access to Azure pricing and cost data — retail prices, VM comparisons, reservation analysis, architecture… | No signals yet | No one-command install · Source | |
| 58 | Unranked | briermcp · ai-agents | Brier is an MCP server that enables AI shopping agents to search products, compare them against a user's brief, and provide ranked recommendations… | No signals yet | No commit datelisted | No one-command install · Source |
| 59 | Unranked | colour-memory-apimcp · ai-agents | 40-tool colour intelligence API for AI agents. Cultural risk, archive-verified colour naming, palette generation, WCAG accessibility, material… | No signals yet | No commit datelisted | No one-command install · Source |
| 60 | Unranked | ecommerce-fashion-market-analysismcp · ai-agents | A fashion vertical MCP server providing tools for product SEO audits and trend analysis to integrate with AI agents like Claude, Cursor, and Codex. | No signals yet | No commit datelisted | No one-command install · Source |
| 61 | Unranked | magento-spec-mcpmcp · ai-agents | Provides AI agents with Magento 2.4.8-p5 / PHP 8.3 technical standards, patterns, and review checklists via MCP tools, enabling them to reference the… | No signals yet | No commit datelisted | No one-command install · Source |
| 62 | Unranked | mytime-mcpmcp · ai-agents | Remote MCP server for MY:TIME's competitive intelligence platform. Enables querying competitor e-commerce data, social metrics, and demand estimates… | No signals yet | No commit datelisted | No one-command install · Source |
| 63 | Unranked | p3-edi-mcpmcp · ai-agents | A read-only MCP server for diagnosing EDI order processing and Shopify inventory issues, enabling support teams to answer tickets via Claude without… | No signals yet | No commit datelisted | No one-command install · Source |
| 64 | Unranked | susmcpmcp · ai-agents | Suspicious Antwerp's company-wide conversational data layer: a standalone MCP server that wraps existing systems (adsAgent, suspiciousAI, Shopify MCP)… | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.